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An Educational Tool Aimed at Learning Metaheuristics

In this paper, we introduce an education tool for learning metaheuristic algorithms that allows displaying the convergence speed of the corresponding metaheuristic upon setting/changing the dependable parameters. This tool can be an educational assistant for beginners to learn metaheuristic in theor...

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Main Authors: Kader, Md. Abdul, Jamaluddin, Jamal A., Kamal Z., Zamli
Format: Conference or Workshop Item
Language:English
Published: Association for Computing Machinery 2020
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://umpir.ump.edu.my/id/eprint/28570/1/An%20Educational%20Tool%20Aimed%20at%20Learning%20Metaheuristics.pdf
http://umpir.ump.edu.my/id/eprint/28570/
https://doi.org/10.1145/3384544.3384597
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spelling my.ump.umpir.285702020-06-26T01:32:09Z http://umpir.ump.edu.my/id/eprint/28570/ An Educational Tool Aimed at Learning Metaheuristics Kader, Md. Abdul Jamaluddin, Jamal A. Kamal Z., Zamli QA75 Electronic computers. Computer science In this paper, we introduce an education tool for learning metaheuristic algorithms that allows displaying the convergence speed of the corresponding metaheuristic upon setting/changing the dependable parameters. This tool can be an educational assistant for beginners to learn metaheuristic in theoretical lectures as well as practical sessions. Implemented with Java, this tool provides a friendly GUI for setting the parameters and display the result from where the learner can see how the selected algorithm converges for a particular problem solution. Initially, this tool adopts only Crow Search, Jaya, and Sine Cosine algorithms. But more metaheuristics will be included in future research. However, this application is a useful tool that will help not only beginner learners but also the researchers. This paper also describes the proposed software tool and the mentioned metaheuristics in detail and provides future research work on it. Association for Computing Machinery 2020 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28570/1/An%20Educational%20Tool%20Aimed%20at%20Learning%20Metaheuristics.pdf Kader, Md. Abdul and Jamaluddin, Jamal A. and Kamal Z., Zamli (2020) An Educational Tool Aimed at Learning Metaheuristics. In: ICSCA 2020: Proceedings of the 2020 9th International Conference on Software and Computer Applications, 18-21 February 2020 , Langkawi, Malaysia. pp. 79-83.. ISBN 978-1-4503-7665-5 https://doi.org/10.1145/3384544.3384597
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Kader, Md. Abdul
Jamaluddin, Jamal A.
Kamal Z., Zamli
An Educational Tool Aimed at Learning Metaheuristics
description In this paper, we introduce an education tool for learning metaheuristic algorithms that allows displaying the convergence speed of the corresponding metaheuristic upon setting/changing the dependable parameters. This tool can be an educational assistant for beginners to learn metaheuristic in theoretical lectures as well as practical sessions. Implemented with Java, this tool provides a friendly GUI for setting the parameters and display the result from where the learner can see how the selected algorithm converges for a particular problem solution. Initially, this tool adopts only Crow Search, Jaya, and Sine Cosine algorithms. But more metaheuristics will be included in future research. However, this application is a useful tool that will help not only beginner learners but also the researchers. This paper also describes the proposed software tool and the mentioned metaheuristics in detail and provides future research work on it.
format Conference or Workshop Item
author Kader, Md. Abdul
Jamaluddin, Jamal A.
Kamal Z., Zamli
author_facet Kader, Md. Abdul
Jamaluddin, Jamal A.
Kamal Z., Zamli
author_sort Kader, Md. Abdul
title An Educational Tool Aimed at Learning Metaheuristics
title_short An Educational Tool Aimed at Learning Metaheuristics
title_full An Educational Tool Aimed at Learning Metaheuristics
title_fullStr An Educational Tool Aimed at Learning Metaheuristics
title_full_unstemmed An Educational Tool Aimed at Learning Metaheuristics
title_sort educational tool aimed at learning metaheuristics
publisher Association for Computing Machinery
publishDate 2020
url http://umpir.ump.edu.my/id/eprint/28570/1/An%20Educational%20Tool%20Aimed%20at%20Learning%20Metaheuristics.pdf
http://umpir.ump.edu.my/id/eprint/28570/
https://doi.org/10.1145/3384544.3384597
_version_ 1672610905765969920
score 13.211869

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